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When using the distributed optimizer, You need to use the subsequent Software to repartition the dispersed optimizer if the parallel schemes is transformed throughout the schooling.

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It really is very simple to accomplish the heterogeneous education on chips of different generations Using the same architecture or appropriate architectures.

Incorporate customized optimizations and integrate approaches from other superb open up-supply assignments like DeepSpeed and vLLM and so on.

For now, FlagScale remains in its early phase and we will function Using the Group together to help unique LLMs on many hardware architectures.

That will help assist the investigation, it is possible to pull the corresponding error log out of your World wide web server and post it our guidance staff. Make sure you consist of the Ray ID (which happens to be at the bottom of this mistake webpage). Further troubleshooting methods.

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Ahead of accomplishing the heterogenous training, you need to prolong the hostfile by incorporating the gadget types. That you are cost-free to select the identifier strings for these product styles, but please make certain they aren't duplicated.

HOSTFILE: the hostfile of the nodes for the current teaching, which consists of an index of hostnames and slot counts. As an example: